September 13, 2025

The Rise of Agentic AI: How Reinforcement Learning is Evolving to Handle Complex, Real-World Tasks

As AI agents evolve from simple chatbots to complex problem-solvers, the underlying reinforcement learning systems must adapt to handle long-horizon tasks, tool usage, and real-world interactions. This post explores the challenges and solutions in scaling RL for agentic AI.